From 0f0e5531606e6293c12ba461b7128b361897847d Mon Sep 17 00:00:00 2001 From: wannabesuperteur Date: Tue, 1 Jul 2025 10:52:08 +0900 Subject: [PATCH] update: add SiLU function --- answers/3-deep-learning.md | 12 ++++++++++++ answers/img/3-deep-learning/silu.png | Bin 0 -> 41851 bytes 2 files changed, 12 insertions(+) create mode 100644 answers/img/3-deep-learning/silu.png diff --git a/answers/3-deep-learning.md b/answers/3-deep-learning.md index 10f9c40..62dbf2a 100644 --- a/answers/3-deep-learning.md +++ b/answers/3-deep-learning.md @@ -231,10 +231,22 @@ ReLU 함수는 $f(x) = max(0, x)$으로, 입력이 양수면 그대로, 음수 Leaky ReLU는 $f(x) = max(0.01x, x)$으로, ReLU 와 마찬가지로 좋은 성능을 유지하면서 음수 입력이 0이 아니게 됨에 따라 `Dead ReLU` 문제를 해결하였다. +> **SiLU (Swish)** + +![](./img/3-deep-learning/silu.png) + +SiLU (Swish) 는 $f(x) = x \times sigmoid(x) = \frac{x}{1 + e^{-x}}$ 으로, 입력값에 Sigmoid 를 단순히 곱한 함수이다. + +SiLU 함수의 특징은 다음과 같다. + +* 단조 증가가 아니고 감소하는 부분이 존재한다. (x = -1.278 부근에서 최솟값 약 -0.278) +* 다양한 연구 결과에서 ReLU 보다 성능이 좋음이 확인되었다. + #### References - [Activation Functions에 대해 알아보자 - Steve-Lee's Deep Insight](https://deepinsight.tistory.com/113) - [[신경망] 6. 활성화 함수 (Activation Function) - 분석벌레의 공부방](https://analysisbugs.tistory.com/55) +- [[활성화 함수] SiLU(Swish) - Tae-Jun](https://tae-jun.tistory.com/10) --- diff --git a/answers/img/3-deep-learning/silu.png b/answers/img/3-deep-learning/silu.png new file mode 100644 index 0000000000000000000000000000000000000000..db2ba708d653ca2b6ac64b04f67f5ff56a5274d6 GIT binary patch literal 41851 zcmZsD2UJthvi3;`9i%C}1nFJrNDClcswjd8Sm;VGQWHQ$q=ha>6%bUU2q--$y;tc1 zD!rG`N%9}O<=y|j$66f7%E~@_?=yR5zHh!sq_LqkH3cgL007jwI@e7B01EyKaU~-G z{~WsJ7@WWIGSyZGO8VGWz!xwFH3KyOD37B&yH5|8F?v1O*Lk3sVABgHkKfio1^I+@ec;MEha_*OJ$tc3Yo?9nh z&cRye^E4dxeJ)en>g_r1+v>Gu9)<4R8k%WJD zI2C}Y**^IDld$xe=L+;6FMijolQkv-yotIDe}58{QaHYSrAL_w-`agL#*=BN{c5`| zNS670oH7@*ISfvvVSx#05WQDx_9`k${|oEiI}|z2Q$upvFb`TOSfm}%-W!v*QpE1s 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